Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "136" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 77 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 73 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.804100 | 0.514449 | 0.290194 | 2.652626 | -0.287719 | 1.775609 | 0.906750 | 1.952140 | 0.7378 | 0.7554 | 0.2657 | 14.582695 | 15.614849 |
| 2459593 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.798592 | 7.101181 | 0.222919 | 2.288613 | 0.350501 | 1.964811 | 2.177031 | 1.965114 | 0.6924 | 0.6694 | 0.2759 | 5.545231 | 5.724200 |
| 2459592 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.132282 | -1.021991 | -0.350760 | -1.200856 | 0.210203 | 0.005595 | 1.529875 | -0.020038 | 0.0308 | 0.0308 | 0.0010 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.131326 | 15.496926 | 0.158951 | 4.239490 | 0.246839 | 2.319776 | 1.042709 | 1.413645 | 0.6343 | 0.6334 | 0.3630 | 5.544010 | 6.702717 |
| 2459590 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.823333 | 15.856445 | 0.165411 | 3.534545 | 0.204477 | 2.329161 | 1.180445 | 0.763006 | 0.6395 | 0.6347 | 0.3557 | 6.774259 | 7.118754 |
| 2459589 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.488231 | 14.960033 | -0.111925 | 2.629844 | 0.715168 | 1.105558 | 0.779081 | 2.748851 | 0.6647 | 0.6482 | 0.3014 | 5.576587 | 6.581218 |
| 2459588 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.826919 | 5.433554 | 0.764687 | 3.035763 | -0.144558 | 1.428639 | 1.454392 | 1.567496 | 0.7337 | 0.7072 | 0.2450 | 12.292924 | 10.636419 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 1.567877 | 16.165111 | 0.810587 | 6.007419 | -0.368752 | 0.755659 | 0.776269 | 1.715485 | nan | nan | nan | 6.665114 | 11.451359 |
| 2459586 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.295888 | 9.551329 | -0.813373 | -0.272679 | -0.238677 | -0.065295 | 0.959491 | 1.362791 | 0.6188 | 0.6177 | 0.3585 | 4.448337 | 4.938923 |
| 2459585 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.535460 | -0.993757 | -1.101208 | -0.143584 | -0.599948 | -0.080981 | 1.867597 | -0.309460 | 0.0304 | 0.0294 | 0.0008 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.801403 | 22.084164 | -0.740975 | 2.415054 | -1.017880 | -0.165902 | 0.027221 | 0.333427 | 0.5829 | 0.5813 | 0.3515 | 6.489204 | 10.518042 |
| 2459583 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.251976 | 15.630173 | -0.886067 | 0.207633 | 0.589619 | 1.531036 | 0.230464 | 0.943253 | 0.6360 | 0.6319 | 0.3759 | 0.000000 | 0.000000 |
| 2459582 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.433087 | 13.369201 | -0.571255 | 0.222165 | -0.065530 | 1.006426 | -0.273186 | 0.767690 | 0.6386 | 0.6325 | 0.3806 | 4.142477 | 4.523183 |
| 2459581 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459580 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.222446 | 13.753789 | -0.572022 | 0.306258 | 0.031567 | 0.932899 | 0.401737 | 2.970537 | 0.6430 | 0.6394 | 0.3702 | 0.000000 | 0.000000 |
| 2459579 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.248913 | 13.976827 | -0.561671 | 0.520688 | 0.099195 | 1.234948 | 0.511569 | 1.321114 | 0.6321 | 0.6267 | 0.3792 | 5.465475 | 6.459653 |
| 2459578 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.676910 | 0.133862 | -0.685296 | 0.378955 | -0.090518 | 0.171787 | 1.850078 | -0.356127 | 0.0311 | 0.0301 | 0.0012 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.462684 | 16.977726 | -0.912013 | 0.127055 | 0.177633 | 0.862601 | 0.019691 | 0.803060 | 0.6427 | 0.6404 | 0.3702 | 5.724721 | 5.926112 |
| 2459576 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.248384 | 12.464782 | -0.703230 | 0.008483 | 0.767676 | 0.717475 | -0.147380 | 1.319861 | 0.6662 | 0.6619 | 0.3723 | 6.779216 | 7.261110 |
| 2459575 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.017991 | 8.312225 | -0.853686 | -0.337003 | -0.867333 | 1.001977 | -0.633643 | -0.055216 | 0.7177 | 0.7082 | 0.3368 | 6.222135 | 7.737623 |
| 2459574 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.106290 | 11.784045 | -0.833830 | -0.221361 | 1.554379 | 0.989246 | 1.571266 | 2.196313 | 0.6599 | 0.6586 | 0.3748 | 5.237368 | 5.498774 |
| 2459573 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.487056 | 12.817694 | -0.810536 | 0.416562 | 0.543373 | 1.122204 | 0.491351 | 1.682355 | 0.6490 | 0.6489 | 0.3823 | 5.804383 | 6.138354 |
| 2459572 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.393105 | 12.335546 | -0.773329 | -0.091615 | 0.299655 | 0.691368 | 1.440079 | 1.978088 | 0.6644 | 0.6634 | 0.3716 | 5.563223 | 6.172246 |
| 2459571 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.450153 | 0.179639 | -0.673612 | 0.341152 | -0.052822 | 0.992145 | 1.348203 | -0.258282 | 0.0315 | 0.0292 | 0.0012 | nan | nan |
| 2459570 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.198676 | 0.908201 | 1.034662 | 1.136637 | 0.566365 | 0.964376 | -1.429052 | -1.199324 | 0.6111 | 0.6231 | 0.3508 | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.207288 | 11.991407 | -0.796678 | -0.079832 | -0.270464 | 0.266248 | -0.347932 | 0.429680 | 0.7265 | 0.7255 | 0.2512 | 5.987470 | 6.293719 |
| 2459566 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.409336 | 12.038698 | -0.777459 | 0.104830 | 0.037343 | 1.035794 | 1.047971 | 2.698646 | 0.6491 | 0.6487 | 0.3884 | 4.617620 | 5.280951 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | -0.474250 | -0.474250 | -0.491922 | -0.491922 | 1.366555 | 1.366555 | 0.674491 | 0.674491 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459563 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.096726 | 13.268792 | -0.749703 | 3.122760 | 0.301727 | 1.950022 | -0.122314 | 1.975216 | 0.6626 | 0.6568 | 0.3830 | 4.078416 | 5.235301 |
| 2459562 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.036461 | 8.354688 | -0.208695 | -0.095650 | 0.606360 | 0.345083 | 0.306544 | 1.164382 | 0.6584 | 0.6600 | 0.3829 | 3.647059 | 4.134036 |
| 2459561 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.858362 | 8.068466 | -0.331711 | -0.213291 | 0.871364 | 1.076394 | 0.839180 | 1.181267 | 0.6682 | 0.6693 | 0.3787 | 3.601054 | 4.039295 |
| 2459560 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.887335 | 8.030181 | -0.151989 | -0.222726 | 0.784935 | 0.506088 | 0.432189 | 1.076455 | 0.6580 | 0.6551 | 0.3897 | 3.905487 | 4.378647 |
| 2459559 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.107937 | 8.853244 | -0.330876 | -0.413649 | 0.584090 | 0.374644 | 0.208788 | 0.236699 | 0.6593 | 0.6568 | 0.3773 | 3.612908 | 4.028746 |
| 2459558 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.269487 | 11.299533 | -0.633685 | 0.074049 | 0.473233 | 0.627030 | 0.786560 | 2.804217 | 0.6574 | 0.6523 | 0.3888 | 6.476599 | 6.429565 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0310 | 0.0282 | 0.0005 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.565942 | 12.559991 | -0.681259 | 0.133438 | 0.209017 | 1.196587 | 0.340477 | 2.034980 | 0.6601 | 0.6591 | 0.3801 | 6.418318 | 6.054064 |
| 2459554 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6662 | 0.6658 | 0.3877 | nan | nan |
| 2459553 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6626 | 0.6618 | 0.3853 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.998022 | 14.979527 | -0.755600 | 0.885727 | 0.835911 | 0.144294 | 0.817516 | 1.350494 | 0.6673 | 0.6638 | 0.3844 | 10.335905 | 8.872316 |
| 2459551 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.815616 | 7.347372 | -0.365924 | -0.414587 | 0.783573 | 0.775226 | 1.203852 | 1.817773 | 0.6635 | 0.6648 | 0.3784 | 3.906399 | 4.119354 |
| 2459550 | RF_maintenance | - | 99.18% | 99.18% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0372 | 0.0357 | 0.0003 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.661950 | 10.974945 | -0.892520 | 0.119916 | 0.202552 | 1.458237 | 0.144850 | 1.785694 | 0.6506 | 0.6570 | 0.3964 | 3.183716 | 3.526776 |
| 2459542 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459541 | RF_maintenance | 100.00% | 3.13% | 3.58% | 0.00% | 100.00% | 0.00% | 0.914976 | 11.738098 | -0.334190 | 0.551492 | 12.624533 | 11.070643 | 5.129506 | 5.935243 | 0.6900 | 0.6800 | 0.3381 | 5.398230 | 4.176355 |
| 2459540 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.442440 | 10.341479 | -0.419781 | -0.141163 | -0.462522 | -0.548277 | 0.435434 | 2.499559 | 0.7241 | 0.7124 | 0.3498 | 4.246346 | 4.403158 |
| 2459536 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.744190 | 18.643105 | -0.829360 | 1.341541 | 0.570993 | 0.775063 | 2.230821 | 4.974817 | 0.6839 | 0.6823 | 0.4182 | 3.912812 | 4.379479 |
| 2459535 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.727622 | 7.969803 | -0.231524 | -0.110624 | -0.872754 | -1.119122 | 0.210579 | 1.591381 | 0.7601 | 0.7382 | 0.3631 | 4.252647 | 4.309212 |
| 2459534 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.637045 | 7.596311 | -0.145559 | -0.112703 | -0.222071 | -0.840935 | 1.054274 | 1.517286 | 0.7532 | 0.7296 | 0.3614 | 4.413852 | 4.511434 |
| 2459533 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.765397 | 12.869779 | -0.759698 | 0.112298 | 0.434317 | 0.758623 | 1.819975 | 3.869048 | 0.6872 | 0.6828 | 0.3926 | 5.058246 | 4.837417 |
| 2459532 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.056054 | 15.783636 | -0.729041 | 0.426764 | -0.255557 | 0.892145 | 0.826653 | 6.750224 | 0.6882 | 0.6865 | 0.3928 | 5.265720 | 5.265752 |
| 2459530 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459522 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459513 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.357917 | 0.138336 | -0.944805 | -0.310581 | 1.032100 | -0.318274 | 1.259301 | 1.282234 | 0.0324 | 0.0281 | 0.0006 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.024622 | 8.884845 | -0.753969 | -0.364448 | 0.114657 | 3.359487 | 1.111752 | 2.663746 | 0.9019 | 0.9392 | 0.2023 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.225915 | 16.726125 | -0.518215 | 0.321337 | 1.362657 | 1.630164 | 2.497036 | 6.601274 | 0.1029 | 0.1140 | 0.0064 | 1.095714 | 1.097959 |
| 2459503 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.735832 | 11.322631 | 0.234847 | 0.782880 | 0.603232 | 1.023554 | 1.446932 | 4.892508 | 0.8641 | 0.8495 | 0.4623 | 0.000000 | 0.000000 |
| 2459501 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.350755 | 10.072473 | -0.122753 | 0.060170 | -0.256013 | 2.607124 | 0.253708 | 3.745119 | 0.1388 | 0.1579 | 0.0287 | 0.000000 | 0.000000 |
| 2459500 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.556004 | 10.685048 | -0.563453 | -0.093974 | 1.608074 | 1.619986 | 0.162542 | 1.621204 | 0.1423 | 0.1590 | 0.0307 | 0.000000 | 0.000000 |
| 2459499 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.370586 | 9.947432 | -0.618002 | -0.024793 | 1.685187 | 3.745013 | 0.788745 | 7.912134 | 0.1474 | 0.1431 | 0.0159 | 0.000000 | 0.000000 |
| 2459498 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.656656 | 11.710876 | -0.162210 | 0.338776 | 2.062088 | 2.205509 | 0.444835 | 3.574106 | 0.1414 | 0.1577 | 0.0355 | 0.000000 | 0.000000 |
| 2459497 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.960949 | 13.194398 | 0.129236 | 0.426083 | 3.923473 | 3.038201 | 0.810985 | 4.950186 | 0.1603 | 0.1810 | 0.0368 | 0.000000 | 0.000000 |
| 2459496 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.940593 | 13.166462 | -0.291549 | 0.390041 | 3.571414 | 3.274922 | 0.350255 | 2.016798 | 0.1776 | 0.1911 | 0.0458 | 0.000000 | 0.000000 |
| 2459495 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.423810 | 10.510368 | -0.409898 | 0.326568 | 3.506872 | 3.590752 | 1.111979 | 4.459945 | 0.1691 | 0.1776 | 0.0477 | 0.000000 | 0.000000 |
| 2459494 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.305457 | 12.258926 | -0.746486 | 0.279477 | 4.319804 | 5.181642 | 1.314115 | 5.896387 | 0.1609 | 0.1905 | 0.0433 | 0.000000 | 0.000000 |
| 2459492 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.164939 | 16.595935 | -0.749890 | 0.618946 | 0.559842 | 7.259386 | 1.487569 | 15.935179 | 0.1417 | 0.1363 | 0.0353 | 0.000000 | 0.000000 |
| 2459491 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.202708 | 18.918075 | -0.649376 | 0.823294 | 0.946744 | 3.621545 | 1.559895 | 6.271454 | 0.1516 | 0.1485 | 0.0264 | 0.000000 | 0.000000 |
| 2459490 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.248999 | 20.434037 | -0.941946 | 1.107146 | 0.924743 | 2.908922 | 1.811644 | 7.434070 | 0.7201 | 0.7777 | 0.3797 | 0.000000 | 0.000000 |
| 2459489 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.759380 | 18.982936 | -0.793056 | 0.762721 | 1.964828 | 4.078383 | 0.703569 | 5.214516 | 0.7380 | 0.7850 | 0.3359 | 0.000000 | 0.000000 |
| 2459488 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.555385 | 17.602921 | -0.793610 | 0.696965 | 0.417742 | 4.383993 | 1.454791 | 7.204130 | 0.7403 | 0.7890 | 0.3640 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 13.502172 | 13.502172 | 0.826510 | 4.169084 | 0.144481 | 2.183087 | 0.308219 | 1.728663 | 0.642815 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Power | inf | 314.836988 | 309.114254 | inf | inf | 54.142965 | 32.366710 | 562.732675 | 143.426666 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 15.376362 | 15.376362 | 0.643673 | 2.530310 | -0.207711 | 2.426707 | 0.333570 | 4.015358 | 1.195740 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Power | 2.652626 | 0.804100 | 0.514449 | 0.290194 | 2.652626 | -0.287719 | 1.775609 | 0.906750 | 1.952140 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 7.101181 | 0.798592 | 7.101181 | 0.222919 | 2.288613 | 0.350501 | 1.964811 | 2.177031 | 1.965114 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | ee Temporal Discontinuties | 1.529875 | -1.021991 | -0.132282 | -1.200856 | -0.350760 | 0.005595 | 0.210203 | -0.020038 | 1.529875 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 15.496926 | 15.496926 | 1.131326 | 4.239490 | 0.158951 | 2.319776 | 0.246839 | 1.413645 | 1.042709 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 15.856445 | 0.823333 | 15.856445 | 0.165411 | 3.534545 | 0.204477 | 2.329161 | 1.180445 | 0.763006 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 14.960033 | 14.960033 | 0.488231 | 2.629844 | -0.111925 | 1.105558 | 0.715168 | 2.748851 | 0.779081 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 5.433554 | 0.826919 | 5.433554 | 0.764687 | 3.035763 | -0.144558 | 1.428639 | 1.454392 | 1.567496 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 16.165111 | 16.165111 | 1.567877 | 6.007419 | 0.810587 | 0.755659 | -0.368752 | 1.715485 | 0.776269 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 9.551329 | -0.295888 | 9.551329 | -0.813373 | -0.272679 | -0.238677 | -0.065295 | 0.959491 | 1.362791 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | ee Temporal Discontinuties | 1.867597 | -0.535460 | -0.993757 | -1.101208 | -0.143584 | -0.599948 | -0.080981 | 1.867597 | -0.309460 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 22.084164 | 1.801403 | 22.084164 | -0.740975 | 2.415054 | -1.017880 | -0.165902 | 0.027221 | 0.333427 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 15.630173 | 0.251976 | 15.630173 | -0.886067 | 0.207633 | 0.589619 | 1.531036 | 0.230464 | 0.943253 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 13.369201 | 13.369201 | 0.433087 | 0.222165 | -0.571255 | 1.006426 | -0.065530 | 0.767690 | -0.273186 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 13.753789 | 13.753789 | 0.222446 | 0.306258 | -0.572022 | 0.932899 | 0.031567 | 2.970537 | 0.401737 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 13.976827 | 0.248913 | 13.976827 | -0.561671 | 0.520688 | 0.099195 | 1.234948 | 0.511569 | 1.321114 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | ee Temporal Discontinuties | 1.850078 | -0.676910 | 0.133862 | -0.685296 | 0.378955 | -0.090518 | 0.171787 | 1.850078 | -0.356127 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 16.977726 | 16.977726 | 0.462684 | 0.127055 | -0.912013 | 0.862601 | 0.177633 | 0.803060 | 0.019691 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 12.464782 | 12.464782 | 0.248384 | 0.008483 | -0.703230 | 0.717475 | 0.767676 | 1.319861 | -0.147380 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 8.312225 | 8.312225 | 0.017991 | -0.337003 | -0.853686 | 1.001977 | -0.867333 | -0.055216 | -0.633643 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 11.784045 | 0.106290 | 11.784045 | -0.833830 | -0.221361 | 1.554379 | 0.989246 | 1.571266 | 2.196313 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 12.817694 | 12.817694 | 0.487056 | 0.416562 | -0.810536 | 1.122204 | 0.543373 | 1.682355 | 0.491351 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 12.335546 | 12.335546 | 0.393105 | -0.091615 | -0.773329 | 0.691368 | 0.299655 | 1.978088 | 1.440079 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | ee Temporal Discontinuties | 1.348203 | 0.179639 | -0.450153 | 0.341152 | -0.673612 | 0.992145 | -0.052822 | -0.258282 | 1.348203 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | ee Shape | 1.198676 | 1.198676 | 0.908201 | 1.034662 | 1.136637 | 0.566365 | 0.964376 | -1.429052 | -1.199324 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 11.991407 | 11.991407 | 0.207288 | -0.079832 | -0.796678 | 0.266248 | -0.270464 | 0.429680 | -0.347932 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 12.038698 | 12.038698 | 0.409336 | 0.104830 | -0.777459 | 1.035794 | 0.037343 | 2.698646 | 1.047971 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Temporal Variability | 1.366555 | -0.474250 | -0.474250 | -0.491922 | -0.491922 | 1.366555 | 1.366555 | 0.674491 | 0.674491 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 13.268792 | 0.096726 | 13.268792 | -0.749703 | 3.122760 | 0.301727 | 1.950022 | -0.122314 | 1.975216 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 8.354688 | -1.036461 | 8.354688 | -0.208695 | -0.095650 | 0.606360 | 0.345083 | 0.306544 | 1.164382 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 8.068466 | -0.858362 | 8.068466 | -0.331711 | -0.213291 | 0.871364 | 1.076394 | 0.839180 | 1.181267 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 8.030181 | -0.887335 | 8.030181 | -0.151989 | -0.222726 | 0.784935 | 0.506088 | 0.432189 | 1.076455 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 8.853244 | -1.107937 | 8.853244 | -0.330876 | -0.413649 | 0.584090 | 0.374644 | 0.208788 | 0.236699 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 11.299533 | 11.299533 | 0.269487 | 0.074049 | -0.633685 | 0.627030 | 0.473233 | 2.804217 | 0.786560 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 12.559991 | 12.559991 | 0.565942 | 0.133438 | -0.681259 | 1.196587 | 0.209017 | 2.034980 | 0.340477 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 14.979527 | 14.979527 | 0.998022 | 0.885727 | -0.755600 | 0.144294 | 0.835911 | 1.350494 | 0.817516 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 7.347372 | 7.347372 | -0.815616 | -0.414587 | -0.365924 | 0.775226 | 0.783573 | 1.817773 | 1.203852 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 10.974945 | 0.661950 | 10.974945 | -0.892520 | 0.119916 | 0.202552 | 1.458237 | 0.144850 | 1.785694 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | ee Temporal Variability | 12.624533 | 11.738098 | 0.914976 | 0.551492 | -0.334190 | 11.070643 | 12.624533 | 5.935243 | 5.129506 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 10.341479 | 10.341479 | -0.442440 | -0.141163 | -0.419781 | -0.548277 | -0.462522 | 2.499559 | 0.435434 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 18.643105 | 18.643105 | 0.744190 | 1.341541 | -0.829360 | 0.775063 | 0.570993 | 4.974817 | 2.230821 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 7.969803 | -0.727622 | 7.969803 | -0.231524 | -0.110624 | -0.872754 | -1.119122 | 0.210579 | 1.591381 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 7.596311 | 7.596311 | -0.637045 | -0.112703 | -0.145559 | -0.840935 | -0.222071 | 1.517286 | 1.054274 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 12.869779 | 0.765397 | 12.869779 | -0.759698 | 0.112298 | 0.434317 | 0.758623 | 1.819975 | 3.869048 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 15.783636 | 1.056054 | 15.783636 | -0.729041 | 0.426764 | -0.255557 | 0.892145 | 0.826653 | 6.750224 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Temporal Discontinuties | 1.282234 | 0.138336 | -0.357917 | -0.310581 | -0.944805 | -0.318274 | 1.032100 | 1.282234 | 1.259301 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 8.884845 | 8.884845 | -0.024622 | -0.364448 | -0.753969 | 3.359487 | 0.114657 | 2.663746 | 1.111752 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 12.632933 | 1.084356 | 12.632933 | -0.619296 | 0.328790 | 0.599428 | 0.602717 | 0.213335 | 3.061889 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 16.726125 | 16.726125 | 0.225915 | 0.321337 | -0.518215 | 1.630164 | 1.362657 | 6.601274 | 2.497036 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 11.322631 | 1.735832 | 11.322631 | 0.234847 | 0.782880 | 0.603232 | 1.023554 | 1.446932 | 4.892508 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 10.072473 | 1.350755 | 10.072473 | -0.122753 | 0.060170 | -0.256013 | 2.607124 | 0.253708 | 3.745119 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 10.685048 | 1.556004 | 10.685048 | -0.563453 | -0.093974 | 1.608074 | 1.619986 | 0.162542 | 1.621204 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 9.947432 | 9.947432 | 1.370586 | -0.024793 | -0.618002 | 3.745013 | 1.685187 | 7.912134 | 0.788745 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 11.710876 | 1.656656 | 11.710876 | -0.162210 | 0.338776 | 2.062088 | 2.205509 | 0.444835 | 3.574106 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 13.194398 | 13.194398 | 1.960949 | 0.426083 | 0.129236 | 3.038201 | 3.923473 | 4.950186 | 0.810985 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 13.166462 | 1.940593 | 13.166462 | -0.291549 | 0.390041 | 3.571414 | 3.274922 | 0.350255 | 2.016798 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 10.510368 | 1.423810 | 10.510368 | -0.409898 | 0.326568 | 3.506872 | 3.590752 | 1.111979 | 4.459945 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 12.258926 | 12.258926 | 1.305457 | 0.279477 | -0.746486 | 5.181642 | 4.319804 | 5.896387 | 1.314115 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 16.595935 | 16.595935 | 2.164939 | 0.618946 | -0.749890 | 7.259386 | 0.559842 | 15.935179 | 1.487569 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 18.918075 | 2.202708 | 18.918075 | -0.649376 | 0.823294 | 0.946744 | 3.621545 | 1.559895 | 6.271454 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 20.434037 | 20.434037 | 2.248999 | 1.107146 | -0.941946 | 2.908922 | 0.924743 | 7.434070 | 1.811644 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 18.982936 | 1.759380 | 18.982936 | -0.793056 | 0.762721 | 1.964828 | 4.078383 | 0.703569 | 5.214516 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 136 | 12 | RF_maintenance | nn Shape | 17.602921 | 1.555385 | 17.602921 | -0.793610 | 0.696965 | 0.417742 | 4.383993 | 1.454791 | 7.204130 |